{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-17T07:58:23.487943Z",
     "start_time": "2019-01-17T07:58:23.371083Z"
    }
   },
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "import os\n",
    "import numpy as np\n",
    "from keras.models import load_model\n",
    "from keras import backend as K\n",
    "from keras.backend import binary_crossentropy\n",
    "import tifffile as tif\n",
    "from skimage import img_as_ubyte\n",
    "import argparse\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "\n",
    "smooth = 1e-12\n",
    "K.set_image_dim_ordering('tf')\n",
    "\n",
    "num_channels = 3\n",
    "num_mask_channels = 1\n",
    "\n",
    "\n",
    "def jaccard_coef(y_true, y_pred):\n",
    "    intersection = K.sum(y_true * y_pred, axis=[0, -1, -2])\n",
    "    sum_ = K.sum(y_true + y_pred, axis=[0, -1, -2])\n",
    "\n",
    "    jac = (intersection + smooth) / (sum_ - intersection + smooth)\n",
    "\n",
    "    return K.mean(jac)\n",
    "\n",
    "\n",
    "def jaccard_coef_int(y_true, y_pred):\n",
    "    y_pred_pos = K.round(K.clip(y_pred, 0, 1))\n",
    "\n",
    "    intersection = K.sum(y_true * y_pred_pos, axis=[0, -1, -2])\n",
    "    sum_ = K.sum(y_true + y_pred_pos, axis=[0, -1, -2])\n",
    "\n",
    "    jac = (intersection + smooth) / (sum_ - intersection + smooth)\n",
    "\n",
    "    return K.mean(jac)\n",
    "\n",
    "\n",
    "def jaccard_coef_loss(y_true, y_pred):\n",
    "    return -K.log(jaccard_coef(y_true, y_pred)) + binary_crossentropy(y_pred, y_true)\n",
    "\n",
    "\n",
    "def predict(model, image):\n",
    "    \"\"\" Predict mask of image\n",
    "\n",
    "    :param image: image in numpy array with size (H, W, Channels)\n",
    "    :return: list of binary masks in numpy array format (Categories, H, W)\n",
    "    \"\"\"\n",
    "    res = _bin_mask(model.predict(image[np.newaxis, ...]))\n",
    "    mask = np.squeeze(res)\n",
    "\n",
    "    return mask\n",
    "\n",
    "def _bin_mask(image):\n",
    "    \"\"\" Clip the image into binary image\n",
    "    When pixel in [0, 0.5) => 0, else => 1\n",
    "\n",
    "    :param image: image numpy array\n",
    "    :return: binary image\n",
    "    \"\"\"\n",
    "    return np.clip(image, 0, 1) >= 0.5\n",
    "\n",
    "\n",
    "def binary_accuracy(y_true, y_pred):\n",
    "    #a = y_true == y_pred\n",
    "    #print np.max(a), np.sum(a)\n",
    "    return np.sum(y_true == y_pred) / y_true.size\n",
    "\n",
    "\n",
    "def binary_recall(y_true, y_pred):\n",
    "    idx = np.where(y_true == 1)\n",
    "    return np.sum(y_true[idx] == y_pred[idx]) / y_true[idx].size\n",
    "\n",
    "\n",
    "def binary_precision(y_true, y_pred):\n",
    "    idx = np.where(y_pred == 1)\n",
    "    return np.sum(y_true[idx] == y_pred[idx]) / y_pred[idx].size\n",
    "\n",
    "\n",
    "def search_best_model(path):\n",
    "    pattern = re.compile(r'(?<=-)(\\d+\\.\\d+)(?=\\.)')\n",
    "    files = os.listdir(path)\n",
    "    loss = float('inf')\n",
    "    model_file = ''\n",
    "    for fn in files:\n",
    "        tem_loss = float(pattern.search(fn).group())\n",
    "        if tem_loss < loss:\n",
    "            loss = tem_loss\n",
    "            model_file = fn\n",
    "    return os.path.join(path, model_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-17T07:58:38.554314Z",
     "start_time": "2019-01-17T07:58:23.769849Z"
    }
   },
   "outputs": [],
   "source": [
    "cate = 'Baresoil'    # input obj category\n",
    "weight_path = '../checkpoints/'+cate\n",
    "weight_file = search_best_model(weight_path)\n",
    "model = load_model(\n",
    "    weight_file,\n",
    "    custom_objects={\n",
    "        u'jaccard_coef_loss': jaccard_coef_loss,\n",
    "        u'jaccard_coef_int': jaccard_coef_int\n",
    "    })\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-01-17T07:58:41.794243Z",
     "start_time": "2019-01-17T07:58:38.558536Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../data/Baresoil/542.tif\n",
      "(1024, 1024, 3) 3145728 1023.0\n",
      "0.6763413659965384\n",
      "0.7425573727891377\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1801ad4cd0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 542   #  input img name\n",
    "img_path = '../data/' + cate\n",
    "img_file = os.path.join(img_path, '%d.tif' % idx)\n",
    "\n",
    "print img_file\n",
    "img = tif.imread(img_file).astype(np.float16)\n",
    "print img.shape, img.size, np.max(img)\n",
    "for c in range(num_channels):\n",
    "    img[:, :, c] = (img[:, :, c] - img[:, :, c].min()) / (img[:, :, c].max() - img[:, :, c].min())\n",
    "mask_pred = predict(model, img)\n",
    "#print mask_pred.shape, mask_pred.size, np.max(mask_pred)\n",
    "mask = img_as_ubyte(tif.imread(os.path.join(img_path, '%d_mask.tif' % idx))).astype(np.float16)[12:1012, 12:1012]\n",
    "#print mask.shape, mask.size, np.max(mask)\n",
    "print binary_precision(mask, mask_pred)\n",
    "print binary_recall(mask, mask_pred)\n",
    "\n",
    "plt.figure(figsize=(16, 16))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow((img*255).astype(np.uint8))\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(mask.astype(np.uint8)*255)\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(mask_pred.astype(np.uint8)*255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "orbita27",
   "language": "python",
   "name": "orbita27"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
